7 citations · 13 across the 7 of their papers we have counts for
8 papers
EEND-M2F: Masked-attention mask transformers for speaker diarization
Marc Härkönen, Samuel J. Broughton, Lahiru Samarakoon
In this paper, we make the explicit connection between image segmentation methods and end-to-end diarization methods. From these insights, we propose a novel, fully end-to-end diar…
Local dual spaces and primary decomposition
Justin Chen, Marc Härkönen, Anton Leykin
Generalizing the concept of the Macaulay inverse system, we introduce a way to describe localizations of an ideal in a polynomial ring. This leads to an approach to the differentia…
Transformer Attractors for Robust and Efficient End-to-End Neural Diarization
Lahiru Samarakoon, Samuel J. Broughton, Marc Härkönen +1
End-to-end neural diarization with encoder-decoder based attractors (EEND-EDA) is a method to perform diarization in a single neural network. EDA handles the diarization of a flexi…
Gaussian Process Priors for Systems of Linear Partial Differential Equations with Constant Coefficients
Marc Härkönen, Markus Lange-Hegermann, Bogdan Raiţă
Partial differential equations (PDEs) are important tools to model physical systems and including them into machine learning models is an important way of incorporating physical kn…
Linear PDE with Constant Coefficients
Rida Ait El Manssour, Marc Härkönen, Bernd Sturmfels
We discuss practical methods for computing the space of solutions to an arbitrary homogeneous linear system of partial differential equations with constant coefficients. These rest…
Noetherian Operators in Macaulay2
Justin Chen, Yairon Cid-Ruiz, Marc Härkönen +2
A primary ideal in a polynomial ring can be described by the variety it defines and a finite set of Noetherian operators, which are differential operators with polynomial coefficie…
Noetherian operators and primary decomposition
Justin Chen, Marc Härkönen, Robert Krone +1
Noetherian operators are differential operators that encode primary components of a polynomial ideal. We develop a framework, as well as algorithms, for computing Noetherian operat…
Holonomic extended least angle regression
Marc Härkönen, Tomonari Sei, Yoshihiro Hirose
One of the main problems studied in statistics is the fitting of models. Ideally, we would like to explain a large dataset with as few parameters as possible. There have been numer…